{"id":"W4380203156","doi":"10.1016/j.ijpsycho.2023.05.116","title":"The harmonized QEEG improves the classification of subtypes of developmental dyslexia","year":2023,"lang":"en","type":"article","venue":"International Journal of Psychophysiology","topic":"Reading and Literacy Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Scaffold; Psychology; Dyslexia; Mathematics education; Cognitive psychology; Computer science; Developmental psychology; Reading (process); Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006557148,0.00009652608,0.0001947132,0.000181896,0.00006512932,0.00001612727,0.0007892291,0.00006266078,0.0001031865],"category_scores_gemma":[0.0001371568,0.00005322036,0.0001347199,0.000208845,0.0002170433,0.00005959384,0.0000499573,0.0001823921,0.00006979414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003969999,"about_ca_system_score_gemma":0.00009436139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002129752,"about_ca_topic_score_gemma":0.000002270377,"domain_scores_codex":[0.9984681,0.0001656698,0.0007806085,0.0001212119,0.0003136139,0.0001508109],"domain_scores_gemma":[0.9978399,0.0006134961,0.0008618518,0.0001562317,0.0004991789,0.00002932659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001905294,0.00020557,0.005014803,0.000009242654,0.001422545,0.00001470397,0.006299488,0.00001692579,0.8494065,0.01227206,0.03024766,0.09318525],"study_design_scores_gemma":[0.001341971,0.0002174331,0.9403643,0.00005363236,0.00002351684,0.00009912185,0.002608378,0.00005363272,0.006787375,0.007061304,0.04128695,0.0001023709],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896079,0.0002010422,0.00009229602,0.003400394,0.004621938,0.00008539731,0.00001207744,0.000009183048,0.001969738],"genre_scores_gemma":[0.9977826,0.0002043098,0.0003310506,0.0001250656,0.000251125,0.00001114349,0.00001280689,0.00001017672,0.001271647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9353495,"threshold_uncertainty_score":0.2170263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03188683825758563,"score_gpt":0.3492176130916303,"score_spread":0.3173307748340446,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}